{"id":"W2531154020","doi":"10.1021/acs.iecr.6b03018","title":"Artificial Neural Networks for Accurate Prediction of Physical Properties of Aqueous Quaternary Systems of Carbon Dioxide (CO<sub>2</sub>)-Loaded 4-(Diethylamino)-2-butanol and Methyldiethanolamine Blended with Monoethanolamine","year":2016,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Faculty of Graduate Studies and Research, University of Regina","keywords":"Thermal diffusivity; Amine gas treating; Carbon dioxide; Aqueous solution; Chemistry; Correlation coefficient; Viscosity; Alkanolamine; Materials science; Analytical Chemistry (journal); Thermodynamics; Chromatography; Organic chemistry; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007801995,0.000817486,0.0004622291,0.000515895,0.0001611973,0.0004345624,0.0005098243,0.0009635143,0.0005877189],"category_scores_gemma":[0.002555639,0.0003220752,0.0003573699,0.0004860972,0.0002112926,0.0006222898,0.0002204697,0.0006635516,0.0002050476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007470349,"about_ca_system_score_gemma":0.0004019741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005097373,"about_ca_topic_score_gemma":0.004180924,"domain_scores_codex":[0.9997432,0.00007804911,0.00002080128,0.00005465615,0.00007981637,0.0000234466],"domain_scores_gemma":[0.9991518,0.00045703,0.0001187869,0.00002719061,0.000228054,0.00001708289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005164503,0.0003215431,0.006894212,0.000263241,0.0001471951,0.0001228175,0.00007742984,0.8399619,0.05004969,0.0006494491,0.0007897162,0.1002064],"study_design_scores_gemma":[0.000002527772,0.00002930275,0.0009120596,0.000004104595,0.000007404156,0.000004299425,0.000005223742,0.99303,0.005854113,0.00005476135,0.00009154494,0.000004680242],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6731567,0.001699893,0.3201912,0.0003093757,0.0001464117,0.00007648076,0.0003438509,0.001789339,0.002286724],"genre_scores_gemma":[0.9391779,0.0004894019,0.05810922,0.00004695958,0.0000146745,0.0001385239,0.0002840001,0.00002837782,0.00171112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005097373,"threshold_uncertainty_score":0.01013535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05610977666450259,"score_gpt":0.2645082329866688,"score_spread":0.2083984563221662,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}